It seems clear that the batteries caught fire. The question is whether they exploded.

Though there's certainly a difference, I'm not sure it's all that important here. A fire followed by a mild explosion isn't necessarily that much more dangerous or harmful than a fast fire. You don't really want either.

Any part of the electrical system could catch fire due to a fault.

Edit: not any part, but electrical systems do start fires.